Time Series Analysis

Triformer: Triangular, Variable-Specific Attentions for Long Sequence Multivariate Time Series Forecasting IJCAI 2022 TS2Vec: Towards Universal Representation of Time Series AAAI 2022 T-SMOTE: Temporal-oriented Synthetic Minority Oversampling Technique for Imbalanced Time Series Classification IJCAI 2022 WaveBound: Dynamic Error Bounds for Stable Time Series Forecasting NeurIPS 2022 When to Classify Events in Open Times Series? ACML 2022 A Bayesian nonparametric approach to count-min sketch under power-law data streams AISTATS 2021 Adversarially Robust Change Point Detection NeurIPS 2021 Adversarial Spectral Kernel Matching for Unsupervised Time Series Domain Adaptation IJCAI 2021 A general linear-time inference method for Gaussian Processes on one dimension JMLR 2021 Aligning Time Series on Incomparable Spaces AISTATS 2021 A Multi-step-ahead Markov Conditional Forward Model with Cube Perturbations for Extreme Weather Forecasting AAAI 2021 A nonparametric method for gradual change problems with statistical guarantees NeurIPS 2021 Attentive Neural Point Processes for Event Forecasting AAAI 2021 Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting NeurIPS 2021 Autoregressive Denoising Diffusion Models for Multivariate Probabilistic Time Series Forecasting ICML 2021 Bayesian time-aligned factor analysis of paired multivariate time series JMLR 2021 Causal Hidden Markov Model for Time Series Disease Forecasting CVPR 2021 Change Point Detection via Multivariate Singular Spectrum Analysis NeurIPS 2021 Clairvoyance: A Pipeline Toolkit for Medical Time Series ICLR 2021 Comparison of Remote Experiments Using Crowdsourcing and Laboratory Experiments on Speech Intelligibility Interspeech 2021 Complete Closed Time Intervals-Related Patterns Mining AAAI 2021 Conformal prediction interval for dynamic time-series ICML 2021 Context-dependent Networks in Multivariate Time Series: Models, Methods, and Risk Bounds in High Dimensions JMLR 2021 Continuous-time edge modelling using non-parametric point processes NeurIPS 2021 Cooperative Joint Attentive Network for Patient Outcome Prediction on Irregular Multi-Rate Multivariate Health Data IJCAI 2021